Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 5696 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 445.1 KiB |
| Average record size in memory | 80.0 B |
Variable types
| Numeric | 10 |
|---|
avg_bsize_quantity is highly overall correlated with avg_bsize_variety and 2 other fields | High correlation |
avg_bsize_variety is highly overall correlated with avg_bsize_quantity and 1 other fields | High correlation |
gross_revenue is highly overall correlated with avg_bsize_quantity and 2 other fields | High correlation |
invoice_no is highly overall correlated with gross_revenue and 4 other fields | High correlation |
purchase_frequency is highly overall correlated with invoice_no | High correlation |
qtt_prod_purchased is highly overall correlated with avg_bsize_quantity and 3 other fields | High correlation |
qtt_returns is highly overall correlated with invoice_no | High correlation |
recency_days is highly overall correlated with invoice_no | High correlation |
gross_revenue is highly skewed (γ1 = 21.63051372) | Skewed |
avg_ticket is highly skewed (γ1 = 53.25360013) | Skewed |
qtt_returns is highly skewed (γ1 = 52.03318787) | Skewed |
avg_bsize_quantity is highly skewed (γ1 = 48.54036937) | Skewed |
customer_id has unique values | Unique |
qtt_returns has 4191 (73.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-04 20:00:35.363701 |
|---|---|
| Analysis finished | 2023-12-04 20:00:54.400213 |
| Duration | 19.04 seconds |
| Software version | ydata-profiling vv4.6.2 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
UNIQUE 
| Distinct | 5696 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12499.694 |
| Minimum | 1901 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1901 |
|---|---|
| 5-th percentile | 2530.75 |
| Q1 | 12420.75 |
| median | 14372 |
| Q3 | 16319.5 |
| 95-th percentile | 17893.25 |
| Maximum | 18287 |
| Range | 16386 |
| Interquartile range (IQR) | 3898.75 |
Descriptive statistics
| Standard deviation | 5234.6342 |
|---|---|
| Coefficient of variation (CV) | 0.41878099 |
| Kurtosis | -0.62231677 |
| Mean | 12499.694 |
| Median Absolute Deviation (MAD) | 1950 |
| Skewness | -0.9729705 |
| Sum | 71198257 |
| Variance | 27401395 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 12424 | 1 | < 0.1% |
| 12922 | 1 | < 0.1% |
| 3997 | 1 | < 0.1% |
| 16589 | 1 | < 0.1% |
| 13730 | 1 | < 0.1% |
| 16866 | 1 | < 0.1% |
| 3995 | 1 | < 0.1% |
| 3994 | 1 | < 0.1% |
| 3993 | 1 | < 0.1% |
| Other values (5686) | 5686 |
| Value | Count | Frequency (%) |
| 1901 | 1 | |
| 1910 | 1 | |
| 1911 | 1 | |
| 1912 | 1 | |
| 1914 | 1 | |
| 1915 | 1 | |
| 1916 | 1 | |
| 1917 | 1 | |
| 1918 | 1 | |
| 1921 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18281 | 1 | |
| 18280 | 1 | |
| 18278 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 |
recency_days
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.90713 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 38 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 22.75 |
| median | 71 |
| Q3 | 200 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177.25 |
Descriptive statistics
| Standard deviation | 111.64731 |
|---|---|
| Coefficient of variation (CV) | 0.95500859 |
| Kurtosis | -0.64230967 |
| Mean | 116.90713 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.81450073 |
| Sum | 665903 |
| Variance | 12465.122 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 66 | 1.2% |
| Other values (294) | 4821 |
| Value | Count | Frequency (%) |
| 0 | 38 | 0.7% |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 23 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
invoice_no
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4710323 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.812724 |
|---|---|
| Coefficient of variation (CV) | 1.9627371 |
| Kurtosis | 302.14125 |
| Mean | 3.4710323 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.193891 |
| Sum | 19771 |
| Variance | 46.413208 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2871 | |
| 2 | 826 | 14.5% |
| 3 | 503 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Other values (46) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2871 | |
| 2 | 826 | 14.5% |
| 3 | 503 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
gross_revenue
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 5450 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1803.5693 |
| Minimum | 0.42 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.1925 |
| Q1 | 236.1575 |
| median | 613.93 |
| Q3 | 1571.07 |
| 95-th percentile | 5321.925 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1334.9125 |
Descriptive statistics
| Standard deviation | 7896.7316 |
|---|---|
| Coefficient of variation (CV) | 4.378391 |
| Kurtosis | 608.27299 |
| Mean | 1803.5693 |
| Median Absolute Deviation (MAD) | 479.79 |
| Skewness | 21.630514 |
| Sum | 10273131 |
| Variance | 62358370 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 2.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 4.25 | 6 | 0.1% |
| 5.95 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| Other values (5440) | 5624 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 77183.6 | 1 | |
| 72882.09 | 1 |
avg_ticket
Real number (ℝ)
SKEWED 
| Distinct | 5503 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.598333 |
| Minimum | 0.42 |
|---|---|
| Maximum | 77183.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 3.4602048 |
| Q1 | 7.95 |
| median | 15.854356 |
| Q3 | 21.997509 |
| 95-th percentile | 76.32 |
| Maximum | 77183.6 |
| Range | 77183.18 |
| Interquartile range (IQR) | 14.047509 |
Descriptive statistics
| Standard deviation | 1281.4464 |
|---|---|
| Coefficient of variation (CV) | 23.470431 |
| Kurtosis | 2951.7891 |
| Mean | 54.598333 |
| Median Absolute Deviation (MAD) | 7.4972705 |
| Skewness | 53.2536 |
| Sum | 310992.11 |
| Variance | 1642104.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.75 | 11 | 0.2% |
| 4.95 | 10 | 0.2% |
| 1.25 | 9 | 0.2% |
| 2.95 | 9 | 0.2% |
| 7.95 | 8 | 0.1% |
| 1.65 | 7 | 0.1% |
| 8.25 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 15 | 6 | 0.1% |
| 4.15 | 6 | 0.1% |
| Other values (5493) | 5616 |
| Value | Count | Frequency (%) |
| 0.42 | 3 | |
| 0.535 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.8371428571 | 1 | < 0.1% |
| 0.84 | 2 | |
| 0.85 | 3 | |
| 1.002222222 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03875 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 77183.6 | 1 | |
| 56157.5 | 1 | |
| 13305.5 | 1 | |
| 4453.43 | 1 | |
| 3861 | 1 | |
| 3202.92 | 1 | |
| 3096 | 1 | |
| 1687.2 | 1 | |
| 1377.077778 | 1 | |
| 1001.2 | 1 |
qtt_prod_purchased
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 529 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.59375 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 14 |
| median | 41 |
| Q3 | 106 |
| 95-th percentile | 332.25 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 92 |
Descriptive statistics
| Standard deviation | 210.56346 |
|---|---|
| Coefficient of variation (CV) | 2.2740569 |
| Kurtosis | 510.35701 |
| Mean | 92.59375 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 17.754316 |
| Sum | 527414 |
| Variance | 44336.969 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 256 | 4.5% |
| 2 | 149 | 2.6% |
| 3 | 109 | 1.9% |
| 10 | 101 | 1.8% |
| 6 | 99 | 1.7% |
| 9 | 92 | 1.6% |
| 5 | 91 | 1.6% |
| 4 | 87 | 1.5% |
| 11 | 83 | 1.5% |
| 7 | 83 | 1.5% |
| Other values (519) | 4546 |
| Value | Count | Frequency (%) |
| 1 | 256 | |
| 2 | 149 | |
| 3 | 109 | |
| 4 | 87 | 1.5% |
| 5 | 91 | 1.6% |
| 6 | 99 | 1.7% |
| 7 | 83 | 1.5% |
| 8 | 81 | 1.4% |
| 9 | 92 | 1.6% |
| 10 | 101 | 1.8% |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
purchase_frequency
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1226 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.54720228 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.011029412 |
| Q1 | 0.024922118 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.97507788 |
Descriptive statistics
| Standard deviation | 0.55025519 |
|---|---|
| Coefficient of variation (CV) | 1.0055791 |
| Kurtosis | 139.11774 |
| Mean | 0.54720228 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.8582008 |
| Sum | 3116.8642 |
| Variance | 0.30278077 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2879 | |
| 2 | 47 | 0.8% |
| 0.0625 | 18 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.03448275862 | 14 | 0.2% |
| 0.02941176471 | 14 | 0.2% |
| 0.02127659574 | 13 | 0.2% |
| Other values (1216) | 2648 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | 0.1% |
| 2 | 47 | 0.8% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2879 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
qtt_returns
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 215 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.482444 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 4191 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 39 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1469.4607 |
|---|---|
| Coefficient of variation (CV) | 32.308305 |
| Kurtosis | 2757.0725 |
| Mean | 45.482444 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 52.033188 |
| Sum | 259068 |
| Variance | 2159314.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 52 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (205) | 714 | 12.5% |
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 74215 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 |
avg_bsize_quantity
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2370 |
|---|---|
| Distinct (%) | 41.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 268.17771 |
| Minimum | 1 |
|---|---|
| Maximum | 74215 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 75 |
| median | 151.83333 |
| Q3 | 290.63542 |
| 95-th percentile | 734.25 |
| Maximum | 74215 |
| Range | 74214 |
| Interquartile range (IQR) | 215.63542 |
Descriptive statistics
| Standard deviation | 1199.095 |
|---|---|
| Coefficient of variation (CV) | 4.4712703 |
| Kurtosis | 2768.8614 |
| Mean | 268.17771 |
| Median Absolute Deviation (MAD) | 96.75 |
| Skewness | 48.540369 |
| Sum | 1527540.2 |
| Variance | 1437828.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 115 | 2.0% |
| 2 | 72 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 26 | 0.5% |
| 100 | 22 | 0.4% |
| 72 | 22 | 0.4% |
| 73 | 21 | 0.4% |
| Other values (2360) | 5254 |
| Value | Count | Frequency (%) |
| 1 | 115 | |
| 2 | 72 | |
| 3 | 51 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 29 | 0.5% |
| 6.142857143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 74215 | 1 | |
| 40498.5 | 1 | |
| 14149 | 1 | |
| 13956 | 1 | |
| 7824 | 1 | |
| 6009.333333 | 1 | |
| 5963 | 1 | |
| 5197 | 1 | |
| 4300 | 1 | |
| 4282 | 1 |
avg_bsize_variety
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1171 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.249488 |
| Minimum | 0.2 |
|---|---|
| Maximum | 1109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7.2401316 |
| median | 15 |
| Q3 | 31 |
| 95-th percentile | 173 |
| Maximum | 1109 |
| Range | 1108.8 |
| Interquartile range (IQR) | 23.759868 |
Descriptive statistics
| Standard deviation | 76.877573 |
|---|---|
| Coefficient of variation (CV) | 2.0638558 |
| Kurtosis | 32.894154 |
| Mean | 37.249488 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 5.0739525 |
| Sum | 212173.09 |
| Variance | 5910.1612 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 278 | 4.9% |
| 2 | 161 | 2.8% |
| 3 | 115 | 2.0% |
| 10 | 105 | 1.8% |
| 9 | 105 | 1.8% |
| 8 | 103 | 1.8% |
| 5 | 101 | 1.8% |
| 6 | 101 | 1.8% |
| 7 | 101 | 1.8% |
| 13 | 97 | 1.7% |
| Other values (1161) | 4429 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 7 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1109 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 703 | 1 | |
| 686 | 1 | |
| 675 | 1 | |
| 673 | 1 | |
| 660 | 1 | |
| 649 | 1 |
| avg_bsize_quantity | avg_bsize_variety | avg_ticket | customer_id | gross_revenue | invoice_no | purchase_frequency | qtt_prod_purchased | qtt_returns | recency_days | |
|---|---|---|---|---|---|---|---|---|---|---|
| avg_bsize_quantity | 1.000 | 0.570 | 0.266 | 0.059 | 0.722 | 0.157 | -0.129 | 0.611 | 0.181 | -0.199 |
| avg_bsize_variety | 0.570 | 1.000 | -0.373 | -0.139 | 0.370 | -0.180 | 0.103 | 0.657 | -0.102 | 0.050 |
| avg_ticket | 0.266 | -0.373 | 1.000 | 0.245 | 0.345 | 0.267 | -0.229 | -0.141 | 0.269 | -0.148 |
| customer_id | 0.059 | -0.139 | 0.245 | 1.000 | 0.108 | 0.383 | -0.353 | 0.052 | 0.213 | -0.325 |
| gross_revenue | 0.722 | 0.370 | 0.345 | 0.108 | 1.000 | 0.644 | -0.453 | 0.835 | 0.434 | -0.426 |
| invoice_no | 0.157 | -0.180 | 0.267 | 0.383 | 0.644 | 1.000 | -0.799 | 0.533 | 0.538 | -0.597 |
| purchase_frequency | -0.129 | 0.103 | -0.229 | -0.353 | -0.453 | -0.799 | 1.000 | -0.359 | -0.366 | 0.486 |
| qtt_prod_purchased | 0.611 | 0.657 | -0.141 | 0.052 | 0.835 | 0.533 | -0.359 | 1.000 | 0.315 | -0.378 |
| qtt_returns | 0.181 | -0.102 | 0.269 | 0.213 | 0.434 | 0.538 | -0.366 | 0.315 | 1.000 | -0.320 |
| recency_days | -0.199 | 0.050 | -0.148 | -0.325 | -0.426 | -0.597 | 0.486 | -0.378 | -0.320 | 1.000 |
| customer_id | recency_days | invoice_no | gross_revenue | avg_ticket | qtt_prod_purchased | purchase_frequency | qtt_returns | avg_bsize_quantity | avg_bsize_variety | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850.0 | 372 | 34 | 5391.21 | 18.152222 | 297 | 17.000000 | 40.0 | 50.970588 | 0.617647 |
| 1 | 13047.0 | 56 | 9 | 3232.59 | 18.904035 | 171 | 0.028302 | 35.0 | 154.444444 | 11.666667 |
| 2 | 12583.0 | 2 | 15 | 6705.38 | 28.902500 | 232 | 0.040323 | 50.0 | 335.200000 | 7.600000 |
| 3 | 13748.0 | 95 | 5 | 948.25 | 33.866071 | 28 | 0.017921 | 0.0 | 87.800000 | 4.800000 |
| 4 | 15100.0 | 333 | 3 | 876.00 | 292.000000 | 3 | 0.073171 | 22.0 | 26.666667 | 0.333333 |
| 5 | 15291.0 | 25 | 14 | 4623.30 | 45.326471 | 102 | 0.040115 | 29.0 | 150.142857 | 4.357143 |
| 6 | 14688.0 | 7 | 21 | 5630.87 | 17.219786 | 327 | 0.057221 | 399.0 | 172.428571 | 7.047619 |
| 7 | 17809.0 | 16 | 12 | 5411.91 | 88.719836 | 61 | 0.033520 | 41.0 | 171.416667 | 3.833333 |
| 8 | 15311.0 | 0 | 91 | 60767.90 | 25.543464 | 2379 | 0.243316 | 474.0 | 419.714286 | 6.230769 |
| 9 | 16098.0 | 87 | 7 | 2005.63 | 29.934776 | 67 | 0.024390 | 0.0 | 87.571429 | 4.857143 |
| customer_id | recency_days | invoice_no | gross_revenue | avg_ticket | qtt_prod_purchased | purchase_frequency | qtt_returns | avg_bsize_quantity | avg_bsize_variety | |
|---|---|---|---|---|---|---|---|---|---|---|
| 5686 | 5600.0 | 1 | 1 | 4839.42 | 78.055161 | 62 | 1.0 | 0.0 | 1074.0 | 55.0 |
| 5687 | 13298.0 | 1 | 1 | 360.00 | 180.000000 | 2 | 1.0 | 0.0 | 96.0 | 2.0 |
| 5688 | 14569.0 | 1 | 1 | 227.39 | 18.949167 | 12 | 1.0 | 0.0 | 79.0 | 10.0 |
| 5689 | 5604.0 | 1 | 1 | 17.90 | 2.557143 | 7 | 1.0 | 0.0 | 14.0 | 7.0 |
| 5690 | 5605.0 | 1 | 1 | 3.35 | 1.675000 | 2 | 1.0 | 0.0 | 2.0 | 2.0 |
| 5691 | 5606.0 | 1 | 1 | 5699.00 | 8.988959 | 634 | 1.0 | 0.0 | 1747.0 | 634.0 |
| 5692 | 5607.0 | 0 | 1 | 6756.06 | 9.254877 | 730 | 1.0 | 0.0 | 2010.0 | 730.0 |
| 5693 | 5608.0 | 0 | 1 | 3217.20 | 54.528814 | 59 | 1.0 | 0.0 | 654.0 | 56.0 |
| 5694 | 5609.0 | 0 | 1 | 3950.72 | 18.206083 | 217 | 1.0 | 0.0 | 731.0 | 217.0 |
| 5695 | 12713.0 | 0 | 1 | 794.55 | 21.474324 | 37 | 1.0 | 0.0 | 505.0 | 37.0 |